AB Test: Does educating users with infocards work and are the CTAs associated with future financial activity?
Wendy Vu
2020-04-04
- Summary of 5 Infocard AB Testing experiment
- Experimental Design
- RESULTS: Testing significance of differences between conversion rates in Test and Control groups
- Results: Summarizing the patterns of infocard distribution/customer behavior among Test and Control groups
- Results: Does educating users with infocards lead to increased financial engagement?
- Results: Does customer behavior influence future financial activity?
- Summary and Discussion of Results
setwd('/Users/wendyvu/Documents/Engage_Analysis/CTA_5infocard_analysis')Summary of 5 Infocard AB Testing experiment
In this experiment, we are testing whether educating users with call-to-action infocards will 1) help users learn about the app features and encourage usage 2) encourage long term financial activity through education
Experimental Design
Experiment start date: January 14, 2020 Last user that entered the experiment: March 10, 2020 Experiment end date: TBA
160K users who completed their first topup were randomly selected to be in a treatment and control group. Users in the treatment group were shown up to 5 infocards that were triggered by specific transactions.
Reference this SLIDE DECK for a complete summary of the results.
library(data.table)
library(scales)
library(kableExtra)
# load the data
df <- load(paste0("/Users/wendyvu/Documents/Engage_Analysis/CTA_5infocard_analysis/Engage_5infocards_20200416.RData"))
df.ic <- as.data.frame(infocard_query)
df.txn <- as.data.frame(info_cards_txns)
df.trig <- as.data.frame(info_card_txn_triggers)
head(df.ic)## user_id market newsletter_opt_in
## 1 00002211-3a2b-4e2d-88ec-e093f7d41887 FRA 1
## 2 00002211-3a2b-4e2d-88ec-e093f7d41887 FRA 1
## 3 00002211-3a2b-4e2d-88ec-e093f7d41887 FRA 1
## 4 00005149-93ce-4ea5-82f9-3a6ece894b2f ESP 0
## 5 000075fd-5c09-4d06-b9fe-9e36dde65944 NON-EUR 0
## 6 000205a1-c1de-44c3-9e9f-73dc7584958a DEU 0
## facebook_audience_consent customer_group name
## 1 1 TEST FIRST_ATM_TRANSACTION
## 2 1 TEST FIRST_CARD_TRANSACTION
## 3 1 TEST FIRST_INCOME_TRANSACTION
## 4 0 TEST <NA>
## 5 0 TEST FIRST_INCOME_TRANSACTION
## 6 0 TEST <NA>
## cta dismissed first_act_ts ic_dis ic_view ic_click
## 1 daily_limits FALSE 2020-02-21 14:18:36 0 1 0
## 2 lock_card FALSE 2020-03-09 15:10:59 0 1 0
## 3 spaces TRUE 2020-02-20 07:46:25 1 1 0
## 4 <NA> NA <NA> 0 0 0
## 5 spaces FALSE 2020-03-12 11:16:17 0 1 0
## 6 <NA> NA <NA> 0 0 0
## ic_num ic_ts upgrade spaces lock_card daily_limit
## 1 3 2020-02-20 16:17:52 0 0 0 0
## 2 3 2020-03-09 11:11:25 0 0 0 0
## 3 3 2020-02-20 08:45:48 0 0 0 0
## 4 0 <NA> 0 0 0 0
## 5 1 2020-03-06 14:07:12 0 0 0 0
## 6 0 <NA> 0 0 0 0
## moneybeam upgrade_cta_mins spaces_cta_mins lock_card_mins
## 1 0 NA NA NA
## 2 0 NA NA NA
## 3 0 NA NA NA
## 4 0 NA NA NA
## 5 0 NA NA NA
## 6 0 NA NA NA
## daily_limit_mins moneybeam_mins friend_ts_min friend_ts_max
## 1 NA NA <NA> <NA>
## 2 NA NA <NA> <NA>
## 3 NA NA <NA> <NA>
## 4 NA NA <NA> <NA>
## 5 NA NA <NA> <NA>
## 6 NA NA <NA> <NA>
## num_friend_ref
## 1 NA
## 2 NA
## 3 NA
## 4 NA
## 5 NA
## 6 NAsummary(df.ic)## user_id market newsletter_opt_in
## Length:222733 Length:222733 Min. :0.0000
## Class :character Class :character 1st Qu.:0.0000
## Mode :character Mode :character Median :1.0000
## Mean :0.5216
## 3rd Qu.:1.0000
## Max. :1.0000
##
## facebook_audience_consent customer_group name
## Min. :0.000 Length:222733 Length:222733
## 1st Qu.:0.000 Class :character Class :character
## Median :0.000 Mode :character Mode :character
## Mean :0.368
## 3rd Qu.:1.000
## Max. :1.000
## NA's :15897
## cta dismissed first_act_ts
## Length:222733 Mode :logical Min. :2020-01-14 22:42:11
## Class :character FALSE:80438 1st Qu.:2020-02-10 14:46:34
## Mode :character TRUE :81976 Median :2020-02-24 13:49:03
## NA's :60319 Mean :2020-02-24 10:13:25
## 3rd Qu.:2020-03-06 23:35:16
## Max. :2020-04-17 02:49:55
## NA's :60319
## ic_dis ic_view ic_click ic_num
## Min. :0.0000 Min. :0.000 Min. :0.0000 Min. :0.000
## 1st Qu.:0.0000 1st Qu.:0.000 1st Qu.:0.0000 1st Qu.:0.000
## Median :0.0000 Median :1.000 Median :0.0000 Median :3.000
## Mean :0.3649 Mean :0.729 Mean :0.1031 Mean :2.431
## 3rd Qu.:1.0000 3rd Qu.:1.000 3rd Qu.:0.0000 3rd Qu.:4.000
## Max. :1.0000 Max. :1.000 Max. :1.0000 Max. :6.000
##
## ic_ts upgrade spaces
## Min. :2020-01-14 15:23:29 Min. :0.00000 Min. :0.0000
## 1st Qu.:2020-02-09 04:44:55 1st Qu.:0.00000 1st Qu.:0.0000
## Median :2020-02-22 13:08:44 Median :0.00000 Median :0.0000
## Mean :2020-02-22 20:02:13 Mean :0.01574 Mean :0.3111
## 3rd Qu.:2020-03-05 15:06:03 3rd Qu.:0.00000 3rd Qu.:1.0000
## Max. :2020-04-17 04:38:46 Max. :1.00000 Max. :1.0000
## NA's :60319
## lock_card daily_limit moneybeam upgrade_cta_mins
## Min. :0.0000 Min. :0.000 Min. :0.00000 Min. :-73.00
## 1st Qu.:0.0000 1st Qu.:0.000 1st Qu.:0.00000 1st Qu.:-21.00
## Median :0.0000 Median :0.000 Median :0.00000 Median :-10.00
## Mean :0.3866 Mean :0.298 Mean :0.04367 Mean : -9.37
## 3rd Qu.:1.0000 3rd Qu.:1.000 3rd Qu.:0.00000 3rd Qu.: 0.00
## Max. :1.0000 Max. :1.000 Max. :1.00000 Max. : 69.00
## NA's :222383
## spaces_cta_mins lock_card_mins daily_limit_mins moneybeam_mins
## Min. :-70.00 Min. :-90.00 Min. :-89.00 Min. :-80.00
## 1st Qu.: -3.00 1st Qu.:-12.00 1st Qu.:-15.00 1st Qu.:-17.00
## Median : 0.00 Median : -4.00 Median : -6.00 Median : -2.00
## Mean : 2.98 Mean : -7.31 Mean : -8.37 Mean : -5.16
## 3rd Qu.: 4.00 3rd Qu.: -1.00 3rd Qu.: -1.00 3rd Qu.: 6.00
## Max. : 85.00 Max. : 73.00 Max. : 65.00 Max. : 75.00
## NA's :205436 NA's :206184 NA's :214347 NA's :221579
## friend_ts_min friend_ts_max
## Min. :2020-01-14 14:39:32 Min. :2020-01-14 00:00:00
## 1st Qu.:2020-02-02 15:21:42 1st Qu.:2020-02-06 00:00:00
## Median :2020-02-16 17:17:55 Median :2020-02-23 00:00:00
## Mean :2020-02-19 03:02:26 Mean :2020-02-24 19:44:19
## 3rd Qu.:2020-03-03 08:55:46 3rd Qu.:2020-03-11 00:00:00
## Max. :2020-04-16 05:25:34 Max. :2020-04-16 00:00:00
## NA's :187521 NA's :187521
## num_friend_ref
## Min. : 1.00
## 1st Qu.: 1.00
## Median : 1.00
## Mean : 1.98
## 3rd Qu.: 2.00
## Max. :76.00
## NA's :187521head(df.txn)## user_id customer_group length_time period
## 1 00002211-3a2b-4e2d-88ec-e093f7d41887 TEST <NA> 2
## 2 00002211-3a2b-4e2d-88ec-e093f7d41887 TEST <NA> 2
## 3 00005149-93ce-4ea5-82f9-3a6ece894b2f TEST 2months 3
## 4 00005149-93ce-4ea5-82f9-3a6ece894b2f TEST 2months 3
## 5 00005149-93ce-4ea5-82f9-3a6ece894b2f TEST 2months 3
## 6 000075fd-5c09-4d06-b9fe-9e36dde65944 TEST <NA> 2
## period_txn total_txn
## 1 1 8
## 2 2 1
## 3 1 7
## 4 2 8
## 5 3 1
## 6 1 1summary(df.txn)## user_id customer_group length_time period
## Length:226865 Length:226865 Length:226865 Min. :2.000
## Class :character Class :character Class :character 1st Qu.:2.000
## Mode :character Mode :character Mode :character Median :3.000
## Mean :2.605
## 3rd Qu.:3.000
## Max. :3.000
## period_txn total_txn
## Min. :1.000 Min. : 1.0
## 1st Qu.:1.000 1st Qu.: 2.0
## Median :1.000 Median : 6.0
## Mean :1.596 Mean : 11.3
## 3rd Qu.:2.000 3rd Qu.: 14.0
## Max. :4.000 Max. :2634.0library('dplyr')##
## Attaching package: 'dplyr'## The following object is masked from 'package:kableExtra':
##
## group_rows## The following objects are masked from 'package:data.table':
##
## between, first, last## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionupgrade <- filter(df.ic, df.ic[,7] == 'premium_upgrade' | df.ic[,5] %in% ('CONTROL'))
spaces <- filter(df.ic, df.ic[,7] == 'spaces' | df.ic[,5] %in% ('CONTROL'))
lock_card <- filter(df.ic, df.ic[,7] == 'lock_card' | df.ic[,5] %in% ('CONTROL'))
daily_limits <- filter(df.ic, df.ic[,7] == 'daily_limits' | df.ic[,5] %in% ('CONTROL'))
moneybeam <- filter(df.ic, df.ic[,7] == 'moneybeam' | df.ic[,5] %in% ('CONTROL'))
# Calculate Conversion rate between test and control groups for all 5 infocards
up <- upgrade %>% group_by(customer_group) %>%
summarise(tot_users = length(user_id),
converted = length(user_id[upgrade == 1]),
prop = converted/tot_users)
sp <- spaces %>% group_by(customer_group) %>%
summarise(tot_users = length(user_id),
converted = length(user_id[spaces == 1]),
prop = converted/tot_users)
lc <- lock_card %>% group_by(customer_group) %>%
summarise(tot_users = length(user_id),
converted = length(user_id[lock_card == 1]),
prop = converted/tot_users)
dl <- daily_limits %>% group_by(customer_group) %>%
summarise(tot_users = length(user_id),
converted = length(user_id[daily_limit == 1]),
prop = converted/tot_users)
mb <- moneybeam %>% group_by(customer_group) %>%
summarise(tot_users = length(user_id),
converted = length(user_id[moneybeam == 1]),
prop = converted/tot_users)
# Here I use a simple 2-sample test for equality of proportions
data.list <- list(upgrade=up,spaces=sp,lock_card=lc,daily_limit=dl,moneybeam=mb)
datalist = list()
for( i in names(data.list)) {
infocard = i
table = data.list[[i]]
results = prop.test(table$converted,table$tot_users,correct=F,conf.level = .95)
dat <- data.frame(cta = infocard,control_prop_convert = results$estimate[1], test_prop_convert = results$estimate[2],
x_squared = results$statistic,
Confidence_Interval = paste(round(results$conf.int[1],3),round(results$conf.int[2],3),sep = ' , '),
pvalue = results$p.value)
datalist[[i]] <- dat
}
#datalist
test_results = do.call(rbind, datalist)
test_results## cta control_prop_convert test_prop_convert x_squared
## upgrade upgrade 0.01398342 0.02592017 98.30315
## spaces spaces 0.27443298 0.30262260 112.64226
## lock_card lock_card 0.36063027 0.40449246 197.87066
## daily_limit daily_limit 0.28449834 0.31923560 105.54017
## moneybeam moneybeam 0.03911303 0.04696402 26.96167
## Confidence_Interval pvalue
## upgrade -0.015 , -0.009 3.589946e-23
## spaces -0.033 , -0.023 2.584395e-26
## lock_card -0.05 , -0.038 6.088549e-45
## daily_limit -0.041 , -0.028 9.299361e-25
## moneybeam -0.011 , -0.005 2.075308e-07RESULTS: Testing significance of differences between conversion rates in Test and Control groups
# What are the proportion of users that refer a friend among the test and control groups?
# Among the test groups, are there differences in the amount of friends a user refers based on the info cards they see?
data.list <- list(upgrade=upgrade,spaces=spaces,lock_card=lock_card,daily_limits=daily_limits,
moneybeam=moneybeam, all=unique(df.ic[,c(1,5,27)]))
datalist = list()
for (i in names(data.list)) {
infocard = i
table = data.list[[i]]
results <- as.data.frame(table %>% group_by(customer_group) %>%
summarise(friend_users = length(unique(user_id[num_friend_ref>0],na.rm=T)),
total_number_ref = sum(num_friend_ref>0,na.rm=T),
tot_users = length(unique(user_id,na.rm=TRUE)),
prop_users = round(friend_users/tot_users,2)
))
fin <- data.frame(results, infocard=rep(i,times=dim(results)[1]))
datalist[[i]] <- fin
}
results = do.call(rbind, datalist)
results <- results[complete.cases(results),]
results## customer_group friend_users total_number_ref tot_users
## upgrade.1 CONTROL 8983 8982 59213
## upgrade.2 TEST 2252 2251 13503
## spaces.1 CONTROL 8983 8982 59213
## spaces.2 TEST 8680 8687 57138
## lock_card.1 CONTROL 8983 8982 59213
## lock_card.2 TEST 6904 6903 40913
## daily_limits.1 CONTROL 8983 8982 59213
## daily_limits.2 TEST 4274 4273 26269
## moneybeam.1 CONTROL 8983 8982 59213
## moneybeam.2 TEST 4027 4026 24572
## all.1 CONTROL 8983 8982 59213
## all.2 TEST 8882 8881 59196
## prop_users infocard
## upgrade.1 0.15 upgrade
## upgrade.2 0.17 upgrade
## spaces.1 0.15 spaces
## spaces.2 0.15 spaces
## lock_card.1 0.15 lock_card
## lock_card.2 0.17 lock_card
## daily_limits.1 0.15 daily_limits
## daily_limits.2 0.16 daily_limits
## moneybeam.1 0.15 moneybeam
## moneybeam.2 0.16 moneybeam
## all.1 0.15 all
## all.2 0.15 alllibrary(ggplot2)
library(scales)
ggplot(results, aes(x=infocard, y=prop_users)) + ylim(0.10,0.20) + xlab("Infocards") + ylab("Percent Users") + theme(
legend.title = element_text(color = "black", size = 16),
legend.text = element_text(color = "black", size = 10,face="bold"),
axis.text=element_text(size=14,face="bold",angle=45)) +
geom_bar(aes(fill = customer_group), position = "dodge", stat="identity") + scale_y_continuous(labels=scales::percent_format()) +
scale_fill_manual(values=c("#48AC98", "#E5C3C7","#CB7C7A", "#CAD7CA","#CDA35F","#C8D7E5","#266678","#F5D5B9","#737373","#CCCCCC",
"#D3D3D3",
"#999999",
"#8DA290","#CAA7BD",
"#B4BAD4",
'#B88BAD',
"#DBC4DF",
"#D2C1CE",
"#FDF7C2"))## Scale for 'y' is already present. Adding another scale for 'y', which
## will replace the existing scale.
## Results
Overall, there is no significant differences in the proportion of users that referred a friend between Test and Control groups. When users were segmented based on the info cards they saw, there were some differences. 17% of Users having seen infocards related to premium upgrades and locking cards referred a friend, compared to 15% in the control group (13% increase from baseline).
# Assessing the customer behavior and infocard distribution among the test and control groups.
# what prop of users from test and control groups recieve 1,2,3,4,5 infocards?
ic_num.df <- unique(df.trig[,c(1,2,7)])
ic_num <- ic_num.df %>%
group_by(customer_group) %>%
count(ic_num) %>%
mutate(perc=n / nrow(ic_num.df[ic_num.df$customer_group == 'CONTROL',]))
ic_num## # A tibble: 10 x 4
## # Groups: customer_group [2]
## customer_group ic_num n perc
## <chr> <dbl> <int> <dbl>
## 1 CONTROL 1 7189 0.120
## 2 CONTROL 2 16741 0.279
## 3 CONTROL 3 17168 0.286
## 4 CONTROL 4 11164 0.186
## 5 CONTROL 5 7673 0.128
## 6 TEST 1 7351 0.123
## 7 TEST 2 16728 0.279
## 8 TEST 3 16960 0.283
## 9 TEST 4 11247 0.188
## 10 TEST 5 7663 0.128ggplot(ic_num[ic_num[,1]=='TEST',], aes(x=as.factor(ic_num), y=perc)) + xlab("Number of Infocards Test Users Recieved") +
ylab("Percent Users") + labs(fill="No. of Infocards\n per user") +
theme(
legend.title = element_text(color = "black", size = 12),
legend.text = element_text(color = "black", size = 10,face="bold"),
axis.text=element_text(size=16,face="bold", angle=45
),
axis.title=element_text(size=16)) +
geom_bar(aes(fill = reorder(as.factor(ic_num), perc)), position = "dodge", stat="identity") +
#geom_errorbar(aes(ymin=txn_avg_2 - txn_se, ymax=txn_avg_2 + txn_se), width=.1) +
scale_y_continuous(labels=scales::percent_format()) +
scale_fill_manual(values=c("#48AC98", "#E5C3C7","#CB7C7A", "#CAD7CA","#CDA35F","#C8D7E5","#266678","#F5D5B9","#737373","#CCCCCC",
"#D3D3D3",
"#999999",
"#8DA290","#CAA7BD",
"#B4BAD4",
'#B88BAD',
"#DBC4DF",
"#D2C1CE",
"#FDF7C2"))
# Which info card is shown the most apart form First topup?
ic_freq <- df.trig %>%
group_by(customer_group,name) %>%
summarise(
users = length(unique(user_id)),
perc = users/60000
)
ggplot(ic_freq, aes(x=as.factor(customer_group), y=perc)) + xlab("Group") +
ylab("Percent Users") + labs(fill="Infocard") +
theme(
legend.title = element_text(color = "black", size = 12),
legend.text = element_text(color = "black", size = 10,face="bold"),
axis.text=element_text(size=16,face="bold", #angle=45
)) +
geom_bar(aes(fill = reorder(name, -perc)), position = "dodge", stat="identity") +
#geom_errorbar(aes(ymin=txn_avg_2 - txn_se, ymax=txn_avg_2 + txn_se), width=.1) +
scale_y_continuous(labels=scales::percent_format()) +
scale_fill_manual(values=c("#48AC98", "#E5C3C7","#CB7C7A", "#CAD7CA","#CDA35F","#C8D7E5","#266678","#F5D5B9","#737373","#CCCCCC",
"#D3D3D3",
"#999999",
"#8DA290","#CAA7BD",
"#B4BAD4",
'#B88BAD',
"#DBC4DF",
"#D2C1CE",
"#FDF7C2"))
# On average how many days does it take from first top up to the next trxns?
trig_tc <- df.trig %>% group_by(customer_group) %>%
summarise(
users = length(unique(user_id)),
avg_days = round(mean(date_diff_ic,na.rm=T)),
med_days = median(date_diff_ic,na.rm=T),
users_after35days = length(unique(user_id[date_diff_ic > 35]))/length(unique(user_id))
)
trig <- df.trig %>% group_by(customer_group,name) %>%
summarise(
users = length(unique(user_id)),
avg_days = round(mean(date_diff_ic,na.rm=T)),
med_days = median(date_diff_ic,na.rm=T),
users_35days = length(unique(user_id[date_diff_ic > 35]))/length(unique(user_id))
)
trig## # A tibble: 10 x 6
## # Groups: customer_group [2]
## customer_group name users avg_days med_days users_35days
## <chr> <chr> <int> <dbl> <dbl> <dbl>
## 1 CONTROL FIRST_ATM_TRANSACTI… 27608 13 8 0.0806
## 2 CONTROL FIRST_CARD_TRANSACT… 47071 11 7 0.0584
## 3 CONTROL FIRST_INCOME_TRANSA… 59664 0 0 0.00129
## 4 CONTROL FIRST_TRANSFER_TRAN… 27522 18 11 0.182
## 5 CONTROL SECOND_ATM_TRANSACT… 13331 24 19 0.213
## 6 TEST FIRST_ATM_TRANSACTI… 27771 13 8 0.0773
## 7 TEST FIRST_CARD_TRANSACT… 47026 11 7 0.0585
## 8 TEST FIRST_INCOME_TRANSA… 59645 0 0 0.00153
## 9 TEST FIRST_TRANSFER_TRAN… 27055 18 11 0.183
## 10 TEST SECOND_ATM_TRANSACT… 13493 24 19 0.214ggplot(trig, aes(x=as.factor(customer_group), y=med_days)) + xlab("Group") +
ylab("Median days from First Topup") + labs(fill="InfoCard Trxn\n Trigger") +
theme(
legend.title = element_text(color = "black", size = 12),
legend.text = element_text(color = "black", size = 10,face="bold"),
axis.text=element_text(size=16,face="bold", #angle=45
)) +
geom_bar(aes(fill = reorder(name,med_days)), position = "dodge", stat="identity") +
#geom_errorbar(aes(ymin=txn_avg_2 - txn_se, ymax=txn_avg_2 + txn_se), width=.1) +
#scale_y_continuous(labels=scales::percent_format()) +
scale_fill_manual(values=c("#48AC98", "#E5C3C7","#CB7C7A", "#CAD7CA","#CDA35F","#C8D7E5","#266678","#F5D5B9","#737373","#CCCCCC",
"#D3D3D3",
"#999999",
"#8DA290","#CAA7BD",
"#B4BAD4",
'#B88BAD',
"#DBC4DF",
"#D2C1CE",
"#FDF7C2"))
ggplot(trig, aes(x=as.factor(customer_group), y=users_35days)) + xlab("Group") +
ylab("% Users complete txn triggers after first 35 days") + labs(fill="InfoCard Trxn\n Trigger") +
theme(
legend.title = element_text(color = "black", size = 12),
legend.text = element_text(color = "black", size = 10,face="bold"),
axis.text=element_text(size=16,face="bold", #angle=45
)) + geom_hline(yintercept=0.17, linetype="dashed", color = "red") +
geom_bar(aes(fill = reorder(name,med_days)), position = "dodge", stat="identity") +
#geom_errorbar(aes(ymin=txn_avg_2 - txn_se, ymax=txn_avg_2 + txn_se), width=.1) +
scale_y_continuous(labels=scales::percent_format()) +
scale_fill_manual(values=c("#48AC98", "#E5C3C7","#CB7C7A", "#CAD7CA","#CDA35F","#C8D7E5","#266678","#F5D5B9","#737373","#CCCCCC",
"#D3D3D3",
"#999999",
"#8DA290","#CAA7BD",
"#B4BAD4",
'#B88BAD',
"#DBC4DF",
"#D2C1CE",
"#FDF7C2"))
Results: Summarizing the patterns of infocard distribution/customer behavior among Test and Control groups
Test and Control groups display very similar baseline financial behavior. 67% of users recieve at least 3 infocards in both test and control groups and only 12% of users recieve all 5 infocards.
As expected most users recieved a First_income_transction infocard since users were added to the experiment once they completed their first topup. ~75% of users in each group received a First_card_transaction, followed by first_atm, first_transfer, while only 20% of users recieved that second_atm infocard.
Most users complete a card transaction first followed by first atm withdrawal, transfer (DD,DT) and lastly second atm withdrawal. 50% users complete their first card transaction within 7 days (avg = 11) of topping up, while completing a second atm withdrawal takes ~19 days (avg=23).
Only 17% of users take longer than 35 days to complete any given transaction, indicating that most users generally complete triggers within the first 35 days.
# are there differences in the number of transactions between test and control groups?
head(df.txn)## user_id customer_group length_time period
## 1 00002211-3a2b-4e2d-88ec-e093f7d41887 TEST <NA> 2
## 2 00002211-3a2b-4e2d-88ec-e093f7d41887 TEST <NA> 2
## 3 00005149-93ce-4ea5-82f9-3a6ece894b2f TEST 2months 3
## 4 00005149-93ce-4ea5-82f9-3a6ece894b2f TEST 2months 3
## 5 00005149-93ce-4ea5-82f9-3a6ece894b2f TEST 2months 3
## 6 000075fd-5c09-4d06-b9fe-9e36dde65944 TEST <NA> 2
## period_txn total_txn
## 1 1 8
## 2 2 1
## 3 1 7
## 4 2 8
## 5 3 1
## 6 1 1txns <- as.data.frame(
df.txn %>% group_by(period) %>%
summarise(users = length(unique(user_id))
))
txns$prop_users <- txns$users/sum(txns$users)
library(ggplot2)
library(scales)
ggplot(txns, aes(x=as.factor(period), y=prop_users)) + ylim(0.10,0.20) + xlab("35-day period since first top-up") + ylab("Percent Users") + theme(
legend.title = element_text(color = "black", size = 16),
legend.text = element_text(color = "black", size = 10,face="bold"),
axis.text=element_text(size=20,face="bold",angle=45)) +
geom_bar(aes(fill = as.factor(period)), position = "dodge", stat="identity") +
scale_y_continuous(labels=scales::percent_format()) +
scale_fill_manual(values=c("#48AC98", "#E5C3C7","#CB7C7A", "#CAD7CA","#CDA35F","#C8D7E5","#266678","#F5D5B9","#737373","#CCCCCC",
"#D3D3D3",
"#999999",
"#8DA290","#CAA7BD",
"#B4BAD4",
'#B88BAD',
"#DBC4DF",
"#D2C1CE",
"#FDF7C2"))## Scale for 'y' is already present. Adding another scale for 'y', which
## will replace the existing scale.
# merge infocard and txn tables for users that have been with us for >= 70 days and analyze txn data within the first 2 35-day period
txn.users <- filter(df.txn, (df.txn[,3] == '2months') & (df.txn[,5] < 3))
merged.df <- transform(merge(df.ic,txn.users,by.x="user_id",by.y="user_id"))
# is there a difference in financial activity between users that see infocards and those that don't?
# calculate the avg/median txn per user
ct.df <- unique(merged.df[,colnames(merged.df) %in% c("user_id","customer_group.x","period_txn","total_txn")])
as.data.frame(
merged.df %>% group_by(user_id,customer_group.x,period_txn) %>%
summarise(total_txn=sum(total_txn))
)## user_id customer_group.x period_txn
## 1 00005149-93ce-4ea5-82f9-3a6ece894b2f TEST 1
## 2 00005149-93ce-4ea5-82f9-3a6ece894b2f TEST 2
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## 16788 262a566b-c241-4342-a702-6217564855e1 TEST 2
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## 24768 388b78a1-9c41-49d2-bd7e-3af85c3f373c TEST 2
## 24769 388bb569-9e94-459c-a988-80bafd486d8e TEST 1
## 24770 388bb569-9e94-459c-a988-80bafd486d8e TEST 2
## 24771 388c25a5-2b4b-4692-93dc-9e06f93d164e CONTROL 1
## 24772 388c25a5-2b4b-4692-93dc-9e06f93d164e CONTROL 2
## 24773 388d52b2-ce96-426f-9344-d6de0c4ba03f CONTROL 1
## 24774 388d52b2-ce96-426f-9344-d6de0c4ba03f CONTROL 2
## 24775 388d9f0f-2fff-4098-a3f2-32d10fdb2824 TEST 1
## 24776 388d9f0f-2fff-4098-a3f2-32d10fdb2824 TEST 2
## 24777 388db923-1f6f-4278-9191-13dccb1acf4f TEST 1
## 24778 388db923-1f6f-4278-9191-13dccb1acf4f TEST 2
## 24779 388de7ae-729a-4637-bcad-dc7c562b4c41 TEST 1
## 24780 388de7ae-729a-4637-bcad-dc7c562b4c41 TEST 2
## 24781 388f762b-3824-4c94-9cf5-51fb1a38d6f6 CONTROL 1
## 24782 388f762b-3824-4c94-9cf5-51fb1a38d6f6 CONTROL 2
## 24783 388fbcfa-a57f-453d-acb7-0900210bc41e CONTROL 1
## 24784 388fbcfa-a57f-453d-acb7-0900210bc41e CONTROL 2
## 24785 388fde72-fd7e-42ca-8763-89f1b7abb451 TEST 1
## 24786 388fde72-fd7e-42ca-8763-89f1b7abb451 TEST 2
## 24787 3890e7df-a89f-4f2e-a75a-bc3ea27afcfa CONTROL 1
## 24788 3890e7df-a89f-4f2e-a75a-bc3ea27afcfa CONTROL 2
## 24789 38914703-3b81-4c5e-ac51-b65de94cc936 TEST 1
## 24790 38914703-3b81-4c5e-ac51-b65de94cc936 TEST 2
## 24791 3893853a-7c38-4574-b125-7c19524fdba4 CONTROL 1
## 24792 3893853a-7c38-4574-b125-7c19524fdba4 CONTROL 2
## 24793 3893c8be-5422-4b4b-97c8-3bb7449ed387 CONTROL 1
## 24794 3893c8be-5422-4b4b-97c8-3bb7449ed387 CONTROL 2
## 24795 3893fc44-3afa-49db-8541-9dfbb28715ed CONTROL 1
## 24796 3894fc5e-3a9f-4e0c-86c3-76a0e238740d TEST 1
## 24797 3894fc5e-3a9f-4e0c-86c3-76a0e238740d TEST 2
## 24798 38988cf9-ab4a-46f4-b1f5-56325b3cb5e9 CONTROL 1
## 24799 38988cf9-ab4a-46f4-b1f5-56325b3cb5e9 CONTROL 2
## 24800 389d41c6-f40b-49e4-89f8-6c0fd963f090 CONTROL 1
## 24801 389d41c6-f40b-49e4-89f8-6c0fd963f090 CONTROL 2
## 24802 389e36ce-05f0-4b61-beb2-4c02577b8f1b CONTROL 1
## 24803 389e36ce-05f0-4b61-beb2-4c02577b8f1b CONTROL 2
## 24804 389ec30e-09cb-42ee-bc99-4154166b4785 CONTROL 1
## 24805 389ec30e-09cb-42ee-bc99-4154166b4785 CONTROL 2
## 24806 389ee623-63e6-45e7-b017-a2e2a93f4744 TEST 1
## 24807 38a00573-c46b-4bd4-a171-8e4799a3c422 TEST 1
## 24808 38a00573-c46b-4bd4-a171-8e4799a3c422 TEST 2
## 24809 38a1d0a4-e655-4a61-be1d-229ec5d01d8e TEST 1
## 24810 38a1f1d4-e358-463b-94d7-45fbf397ce9e CONTROL 1
## 24811 38a1f1d4-e358-463b-94d7-45fbf397ce9e CONTROL 2
## 24812 38a2d66d-6702-4f69-9b95-51cfab600180 CONTROL 1
## 24813 38a2d66d-6702-4f69-9b95-51cfab600180 CONTROL 2
## 24814 38a2df7d-3d39-4685-8e11-3d121447d062 TEST 1
## 24815 38a2df7d-3d39-4685-8e11-3d121447d062 TEST 2
## 24816 38a40d8e-ee47-43c9-b759-e839ecd0d8af CONTROL 1
## 24817 38a40d8e-ee47-43c9-b759-e839ecd0d8af CONTROL 2
## 24818 38a451d1-0686-4e67-a81a-20505afbed8b TEST 1
## 24819 38a451d1-0686-4e67-a81a-20505afbed8b TEST 2
## 24820 38a4d173-a725-4362-b532-a0efcfd70722 TEST 1
## 24821 38a4d173-a725-4362-b532-a0efcfd70722 TEST 2
## 24822 38a4ed80-9057-47ad-88c4-dd89a8190357 TEST 1
## 24823 38a5cc1d-f33e-42f0-8ace-67efb5af6fb5 CONTROL 1
## 24824 38a6f475-a86a-43ac-845b-9ccb893390b1 CONTROL 1
## 24825 38a708da-b382-4214-bc43-5fa52cff808c CONTROL 1
## 24826 38a7b66d-093d-4aa8-ba2d-d29987351481 CONTROL 1
## 24827 38a8c775-bcbd-4e2e-a93e-5a503ecf4f35 CONTROL 1
## 24828 38a8c775-bcbd-4e2e-a93e-5a503ecf4f35 CONTROL 2
## 24829 38a974f2-757f-407f-a6de-ba474a6ea6c5 CONTROL 1
## 24830 38a974f2-757f-407f-a6de-ba474a6ea6c5 CONTROL 2
## 24831 38a9dd1b-a61d-42cd-b2db-a6a663eb3175 TEST 1
## 24832 38a9dd1b-a61d-42cd-b2db-a6a663eb3175 TEST 2
## 24833 38aa6bc8-61b2-407f-9dd3-3251f9c4e32c CONTROL 1
## 24834 38aa6bc8-61b2-407f-9dd3-3251f9c4e32c CONTROL 2
## 24835 38ab916b-ba73-496f-a1c0-502914543f6c TEST 1
## 24836 38ab916b-ba73-496f-a1c0-502914543f6c TEST 2
## 24837 38ac6b2d-f860-42d8-821e-85397b1805e8 CONTROL 1
## 24838 38ac6b2d-f860-42d8-821e-85397b1805e8 CONTROL 2
## 24839 38addda6-e8a1-4165-b29d-b3209b5624c9 CONTROL 1
## 24840 38addda6-e8a1-4165-b29d-b3209b5624c9 CONTROL 2
## 24841 38ae4da0-cf2a-40ab-b9e2-c4ac9bcca3be TEST 1
## 24842 38ae4da0-cf2a-40ab-b9e2-c4ac9bcca3be TEST 2
## 24843 38aec257-b1d5-46d5-94b4-47be5e6edced CONTROL 1
## 24844 38aec257-b1d5-46d5-94b4-47be5e6edced CONTROL 2
## 24845 38afa90c-bfd2-4055-a345-707f6d0cd7af TEST 1
## 24846 38afa90c-bfd2-4055-a345-707f6d0cd7af TEST 2
## 24847 38b09da7-014e-43ae-b9a0-301b1a43b5fe TEST 1
## 24848 38b09da7-014e-43ae-b9a0-301b1a43b5fe TEST 2
## 24849 38b15d23-6272-40fb-8d88-4cbb9e932f4a CONTROL 1
## 24850 38b15d23-6272-40fb-8d88-4cbb9e932f4a CONTROL 2
## 24851 38b20301-7536-45e0-b687-c051770b7ffe TEST 1
## 24852 38b20301-7536-45e0-b687-c051770b7ffe TEST 2
## 24853 38b5afe3-5863-472e-a7cb-fbec0c50b784 CONTROL 1
## 24854 38b5b5b5-86e1-428d-b805-1acac5614538 CONTROL 1
## 24855 38b5b5b5-86e1-428d-b805-1acac5614538 CONTROL 2
## 24856 38b61521-7a7b-43c7-a2f2-15515c4bbfab CONTROL 1
## 24857 38b61521-7a7b-43c7-a2f2-15515c4bbfab CONTROL 2
## 24858 38b615c1-7bbb-47e8-82b4-4f58028cafd6 CONTROL 1
## 24859 38b615c1-7bbb-47e8-82b4-4f58028cafd6 CONTROL 2
## 24860 38b6eb57-e30c-488b-8cb3-db296248e701 CONTROL 1
## 24861 38b6eb57-e30c-488b-8cb3-db296248e701 CONTROL 2
## 24862 38ba187f-4215-43e9-888d-ad5c49cd89a6 TEST 1
## 24863 38ba187f-4215-43e9-888d-ad5c49cd89a6 TEST 2
## 24864 38ba328a-06c9-4230-8f84-12baea2a3b2d TEST 1
## 24865 38ba328a-06c9-4230-8f84-12baea2a3b2d TEST 2
## 24866 38bab5ce-ed7d-4f19-9c98-d938d0dccfb3 CONTROL 1
## 24867 38bb8ca4-a055-4746-9b3c-af1b9b4dc0a7 CONTROL 1
## 24868 38bb8ca4-a055-4746-9b3c-af1b9b4dc0a7 CONTROL 2
## 24869 38bc03da-0152-452d-8485-fa519c5ca7bd CONTROL 1
## 24870 38bc03da-0152-452d-8485-fa519c5ca7bd CONTROL 2
## 24871 38bc3f21-5f6f-4f2d-9bc9-c07158bfecce CONTROL 1
## 24872 38bc3f21-5f6f-4f2d-9bc9-c07158bfecce CONTROL 2
## 24873 38bc75e7-7f45-4ded-b1fc-6793e97de2a0 CONTROL 1
## 24874 38bca0ad-9e59-4d38-b1d6-2ac5179cc495 TEST 1
## 24875 38bca0ad-9e59-4d38-b1d6-2ac5179cc495 TEST 2
## 24876 38bcbaec-ca11-4d04-8676-e2884cb25f27 TEST 1
## 24877 38bcbaec-ca11-4d04-8676-e2884cb25f27 TEST 2
## 24878 38bda277-ed78-42dc-bd12-c35757d81465 TEST 1
## 24879 38bda277-ed78-42dc-bd12-c35757d81465 TEST 2
## 24880 38c04dcc-e8f0-4a20-8357-6b8198a9c37c TEST 1
## 24881 38c04dcc-e8f0-4a20-8357-6b8198a9c37c TEST 2
## 24882 38c06c15-fe3e-4878-aca9-1ac3e3d7fa0b CONTROL 1
## 24883 38c06c15-fe3e-4878-aca9-1ac3e3d7fa0b CONTROL 2
## 24884 38c0b609-2796-4338-8956-73c2353b8582 CONTROL 1
## 24885 38c0b609-2796-4338-8956-73c2353b8582 CONTROL 2
## 24886 38c0f069-ff4c-4e3e-9bb9-a50c87311b75 TEST 1
## 24887 38c0f069-ff4c-4e3e-9bb9-a50c87311b75 TEST 2
## 24888 38c100ae-4a83-4d53-991f-eea29fea33e4 TEST 1
## 24889 38c100ae-4a83-4d53-991f-eea29fea33e4 TEST 2
## 24890 38c265e3-6a88-4500-a60b-6efe324620df CONTROL 1
## 24891 38c27bb9-4d0e-43e9-bca1-f78a63edda78 TEST 1
## 24892 38c27bb9-4d0e-43e9-bca1-f78a63edda78 TEST 2
## 24893 38c2be2d-69ed-4e5f-8539-02e48c6ace26 TEST 1
## 24894 38c44b41-3229-488d-a501-876e14df409f TEST 1
## 24895 38c504bb-bef4-4f5e-8f9a-43200a24236c TEST 1
## 24896 38c504bb-bef4-4f5e-8f9a-43200a24236c TEST 2
## 24897 38c576df-1037-49b9-b3c3-ec9f58f8c235 TEST 1
## 24898 38c64a31-9719-44a5-96e7-0d822d905375 TEST 1
## 24899 38c64a31-9719-44a5-96e7-0d822d905375 TEST 2
## 24900 38c6ee88-6be4-4402-bcca-2bbf9308519d CONTROL 1
## 24901 38c6ee88-6be4-4402-bcca-2bbf9308519d CONTROL 2
## 24902 38c74065-79ef-4da3-b973-af2ec3474248 CONTROL 1
## 24903 38c74065-79ef-4da3-b973-af2ec3474248 CONTROL 2
## 24904 38c9e7f1-f171-43bd-b547-686116bd0021 TEST 1
## 24905 38c9e7f1-f171-43bd-b547-686116bd0021 TEST 2
## 24906 38cc3406-b5f0-42ad-a18f-720cd6171a33 CONTROL 1
## 24907 38cc3406-b5f0-42ad-a18f-720cd6171a33 CONTROL 2
## 24908 38cd4f44-3b99-443f-a409-7ce93eabbd95 TEST 1
## 24909 38cd4f44-3b99-443f-a409-7ce93eabbd95 TEST 2
## 24910 38cf2e3e-9cea-4472-8745-0eea1ed0ea40 CONTROL 1
## 24911 38cfc86e-d011-4054-95e4-87bcbb97a18e TEST 1
## 24912 38cfc86e-d011-4054-95e4-87bcbb97a18e TEST 2
## 24913 38d1b695-da71-43fb-9025-d100547bc48c CONTROL 1
## 24914 38d3e563-3331-4c13-b32b-2ff783f76650 CONTROL 1
## 24915 38d3e563-3331-4c13-b32b-2ff783f76650 CONTROL 2
## 24916 38d6c6c5-7b43-4031-b9b2-12f4fc5034c3 CONTROL 1
## 24917 38d6c6c5-7b43-4031-b9b2-12f4fc5034c3 CONTROL 2
## 24918 38d773d5-8f0d-40d5-8c72-db8c82312327 TEST 1
## 24919 38d773d5-8f0d-40d5-8c72-db8c82312327 TEST 2
## 24920 38d9f0e5-8e35-4930-9af4-5d1f0f997791 CONTROL 1
## 24921 38da7ea6-bec8-487c-ab9f-de71929fd840 CONTROL 1
## 24922 38db6c3f-1790-44aa-a95d-220e6787f749 TEST 1
## 24923 38db7d0e-a44f-422f-bbee-d939be539df0 TEST 1
## 24924 38db7d0e-a44f-422f-bbee-d939be539df0 TEST 2
## 24925 38dbe7ac-c36d-47a4-a50b-025e0bf600de CONTROL 1
## 24926 38dc112a-7229-4dcd-9628-e60f6e2057b9 TEST 1
## 24927 38dc92cc-abf0-464a-9b47-ffd3a3b2d8fc TEST 1
## 24928 38dc92cc-abf0-464a-9b47-ffd3a3b2d8fc TEST 2
## 24929 38de904d-f554-4328-8060-bfccf4d3151c CONTROL 1
## 24930 38de904d-f554-4328-8060-bfccf4d3151c CONTROL 2
## 24931 38deb971-e977-4283-bb57-0ff5c21fdc99 CONTROL 1
## 24932 38dfd31e-0b21-4570-af93-2aea68060c88 CONTROL 1
## 24933 38dfd31e-0b21-4570-af93-2aea68060c88 CONTROL 2
## 24934 38e07f38-3297-494e-a813-b90d3fba16bc CONTROL 1
## 24935 38e168a7-ec7e-4d53-966a-9b93e9556471 CONTROL 1
## 24936 38e168a7-ec7e-4d53-966a-9b93e9556471 CONTROL 2
## 24937 38e38176-baef-4930-9578-774d8794cf61 TEST 1
## 24938 38e38176-baef-4930-9578-774d8794cf61 TEST 2
## 24939 38e47235-cab8-4e9f-9fea-e0411aa3160e TEST 1
## 24940 38e60bc9-e4bb-4a04-9b02-eb327de7956c CONTROL 1
## 24941 38e60bc9-e4bb-4a04-9b02-eb327de7956c CONTROL 2
## 24942 38e7fd83-7fb1-49c8-9225-94b0009d5206 CONTROL 1
## 24943 38e7fd83-7fb1-49c8-9225-94b0009d5206 CONTROL 2
## 24944 38ea3c08-9890-41b9-b786-da1bf828ab3e CONTROL 1
## 24945 38ea4ba3-e8cb-497b-b241-67571d552f90 CONTROL 1
## 24946 38ea4ba3-e8cb-497b-b241-67571d552f90 CONTROL 2
## 24947 38eabdec-d312-4171-89b1-0afc59cff6b3 CONTROL 1
## 24948 38eabdec-d312-4171-89b1-0afc59cff6b3 CONTROL 2
## 24949 38eb1ea5-be86-4877-8d63-b1182753fd94 TEST 1
## 24950 38eb1ea5-be86-4877-8d63-b1182753fd94 TEST 2
## 24951 38eb4833-e642-4a52-bb88-fedb6ae524cb TEST 1
## 24952 38eb4833-e642-4a52-bb88-fedb6ae524cb TEST 2
## 24953 38ec2a84-d2b9-4ccd-8412-c5a95f7459bb TEST 1
## 24954 38ec2a84-d2b9-4ccd-8412-c5a95f7459bb TEST 2
## 24955 38ec6acc-5332-4e2c-acf2-63dbbaf3acab CONTROL 1
## 24956 38ec8e6b-165a-4c2f-989c-066a1f895e63 CONTROL 1
## 24957 38ec8e6b-165a-4c2f-989c-066a1f895e63 CONTROL 2
## 24958 38ed181f-f1d6-4134-a27a-856ee06ac951 CONTROL 1
## 24959 38ed181f-f1d6-4134-a27a-856ee06ac951 CONTROL 2
## 24960 38ed8d5f-989b-4b74-9557-2eb184198084 CONTROL 1
## 24961 38ed8d5f-989b-4b74-9557-2eb184198084 CONTROL 2
## 24962 38ee545c-e90b-499c-8146-a64d25cd9f0b TEST 1
## 24963 38ee5d48-02bb-4059-8210-b009ad1d7514 TEST 1
## 24964 38f09763-0732-422d-8b2a-3c65eb39f4cb TEST 1
## 24965 38f09763-0732-422d-8b2a-3c65eb39f4cb TEST 2
## 24966 38f1dbc8-cba8-49ee-8a96-c910813ebcda TEST 1
## 24967 38f2203c-3800-4672-bd84-ef6b36778d96 CONTROL 1
## 24968 38f2203c-3800-4672-bd84-ef6b36778d96 CONTROL 2
## 24969 38f34274-029d-4b26-ad9e-1b8fcb00c2b5 TEST 1
## 24970 38f39a46-83ce-4338-af51-24baddeab4e5 CONTROL 1
## 24971 38f3e226-c310-49f4-bbd7-f7f196f249e6 TEST 1
## 24972 38f3e226-c310-49f4-bbd7-f7f196f249e6 TEST 2
## 24973 38f4e5ff-4917-4db8-b303-6cbe8dccdc4f CONTROL 1
## 24974 38f5b5e2-77c4-439b-a95a-01520dca9b41 TEST 1
## 24975 38f5b5e2-77c4-439b-a95a-01520dca9b41 TEST 2
## 24976 38f616d2-2f86-4830-91a9-9e67874909ea CONTROL 1
## 24977 38f616d2-2f86-4830-91a9-9e67874909ea CONTROL 2
## 24978 38f6c25f-e2ac-4bec-8316-5492f29fc650 CONTROL 1
## 24979 38f6c25f-e2ac-4bec-8316-5492f29fc650 CONTROL 2
## 24980 38f6f2cd-d230-4672-a853-661f20017f65 TEST 1
## 24981 38f6f2cd-d230-4672-a853-661f20017f65 TEST 2
## 24982 38f7cc6e-e7ba-403e-b8bc-273134ed40c2 TEST 1
## 24983 38f7cc6e-e7ba-403e-b8bc-273134ed40c2 TEST 2
## 24984 38f93c5d-635f-482a-af66-89955356a14d TEST 1
## 24985 38f93c5d-635f-482a-af66-89955356a14d TEST 2
## 24986 38f99282-c8fa-4d61-a6c1-cc12428a5173 CONTROL 1
## 24987 38f99282-c8fa-4d61-a6c1-cc12428a5173 CONTROL 2
## 24988 38fb01e4-92c3-49c9-ad24-9b81ff048700 TEST 1
## 24989 38fbad58-2db6-4f46-8e73-9b91dc6b154e TEST 1
## 24990 38fc7d55-cbe9-4c8f-993e-3476278a71ed CONTROL 1
## 24991 38fc7d55-cbe9-4c8f-993e-3476278a71ed CONTROL 2
## 24992 38fc89ac-6533-4983-8718-f24370e95033 CONTROL 1
## 24993 38fc89ac-6533-4983-8718-f24370e95033 CONTROL 2
## 24994 38fce6be-d9aa-4d62-b5fa-d43c5ecd9481 TEST 1
## 24995 38fce6be-d9aa-4d62-b5fa-d43c5ecd9481 TEST 2
## 24996 38ff18a5-441b-497d-851e-fa5d48f7660f CONTROL 1
## 24997 38ff18a5-441b-497d-851e-fa5d48f7660f CONTROL 2
## 24998 38ff5ff1-d382-497b-842b-089676e1d7ab TEST 1
## 24999 38ff5ff1-d382-497b-842b-089676e1d7ab TEST 2
## total_txn
## 1 7
## 2 8
## 3 8
## 4 5
## 5 5
## 6 5
## 7 38
## 8 11
## 9 8
## 10 4
## 11 4
## 12 44
## 13 4
## 14 60
## 15 12
## 16 15
## 17 7
## 18 32
## 19 26
## 20 26
## 21 16
## 22 4
## 23 12
## 24 10
## 25 85
## 26 85
## 27 105
## 28 425
## 29 70
## 30 28
## 31 20
## 32 4
## 33 3
## 34 12
## 35 2
## 36 12
## 37 1
## 38 57
## 39 15
## 40 4
## 41 2
## 42 80
## 43 100
## 44 1
## 45 395
## 46 185
## 47 39
## 48 21
## 49 4
## 50 7
## 51 4
## 52 8
## 53 51
## 54 21
## 55 16
## 56 6
## 57 11
## 58 11
## 59 1
## 60 2
## 61 6
## 62 50
## 63 56
## 64 3
## 65 6
## 66 27
## 67 20
## 68 89
## 69 28
## 70 8
## 71 8
## 72 10
## 73 2
## 74 5
## 75 104
## 76 140
## 77 123
## 78 147
## 79 96
## 80 72
## 81 18
## 82 6
## 83 4
## 84 28
## 85 4
## 86 11
## 87 8
## 88 36
## 89 18
## 90 10
## 91 3
## 92 1
## 93 2
## 94 325
## 95 265
## 96 20
## 97 24
## 98 4
## 99 2
## 100 240
## 101 70
## 102 9
## 103 10
## 104 8
## 105 56
## 106 68
## 107 3
## 108 29
## 109 12
## 110 3
## 111 81
## 112 29
## 113 1
## 114 108
## 115 48
## 116 10
## 117 4
## 118 9
## 119 12
## 120 126
## 121 72
## 122 12
## 123 9
## 124 55
## 125 155
## 126 30
## 127 70
## 128 40
## 129 9
## 130 3
## 131 60
## 132 56
## 133 1
## 134 1
## 135 24
## 136 55
## 137 35
## 138 8
## 139 7
## 140 22
## 141 7
## 142 57
## 143 84
## 144 50
## 145 50
## 146 2
## 147 3
## 148 4
## 149 69
## 150 6
## 151 2
## 152 1
## 153 7
## 154 13
## 155 13
## 156 57
## 157 53
## 158 20
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## [ reached 'max' / getOption("max.print") -- omitted 88179 rows ]txns.test.control <- as.data.frame(
ct.df %>% group_by(customer_group.x) %>%
summarise(users = length(unique(user_id)),
users_retained = length(unique(user_id[period_txn == 2])),
prop_user_retained = round(users_retained/users,3),
txn_avg_2 = mean(total_txn[period_txn==2],na.rm=T),
txn_med_2 = median(total_txn[period_txn==2],na.rm=T),
txn_sd = sd(total_txn[period_txn==2],na.rm=T),
txn_se = sd(total_txn[period_txn==2],na.rm=T)/sqrt(users_retained)
))
txns.test.control## customer_group.x users users_retained prop_user_retained txn_avg_2
## 1 CONTROL 33300 23405 0.703 12.47691
## 2 TEST 33308 23174 0.696 12.31000
## txn_med_2 txn_sd txn_se
## 1 7 19.54377 0.1277480
## 2 7 18.15608 0.1192673# since the distribution of trxn data is not normally distributed, we can use a non-parametric wilcoxon rank test to compare the means of the two distribution.
# Note that this test does not require balanced sample sizes.
hist(ct.df$total_txn,breaks=1000,xlim=c(0,100))
sig.test <- wilcox.test(ct.df[ct.df[,2]=='CONTROL',4], ct.df[ct.df[,2]=='TEST',4])
sig.test##
## Wilcoxon rank sum test with continuity correction
##
## data: ct.df[ct.df[, 2] == "CONTROL", 4] and ct.df[ct.df[, 2] == "TEST", 4]
## W = 1613920974, p-value = 0.01991
## alternative hypothesis: true location shift is not equal to 0# Are there differences among the 5 info cards in term of the effect it has on financial activity?
ic.df <- unique(merged.df[,colnames(merged.df) %in% c("user_id","customer_group.x","name","cta","period_txn","total_txn","ic_num")])
txns.ic <- as.data.frame(
merged.df %>% group_by(customer_group.y,name,cta) %>%
summarise(users = length(unique(user_id)),
users_retained = length(unique(user_id[period_txn == 2])),
prop_user_retained = round(users_retained/users,3),
txn_avg_2 = mean(total_txn[period_txn==2]),
txn_med_2 = median(total_txn[period_txn==2]),
txn_se = sd(total_txn[period_txn==2],na.rm=T)/sqrt(users_retained)
))
txns.ic ## customer_group.y name cta users
## 1 CONTROL <NA> <NA> 33300
## 2 TEST FIRST_ATM_TRANSACTION daily_limits 15827
## 3 TEST FIRST_CARD_TRANSACTION lock_card 24189
## 4 TEST FIRST_INCOME_TRANSACTION spaces 32414
## 5 TEST FIRST_TRANSFER_TRANSACTION moneybeam 15098
## 6 TEST SECOND_ATM_TRANSACTION premium_upgrade 8793
## 7 TEST <NA> <NA> 519
## users_retained prop_user_retained txn_avg_2 txn_med_2 txn_se
## 1 23405 0.703 12.47691 7 0.1277480
## 2 12706 0.803 15.52707 10 0.1844636
## 3 19512 0.807 13.63540 8 0.1347332
## 4 22706 0.700 12.28772 7 0.1204473
## 5 12395 0.821 15.61275 10 0.1961484
## 6 7755 0.882 18.95680 14 0.2730758
## 7 239 0.461 11.43933 6 0.9917106# Do users that recieve more infocards tend to be more active in month 2?
num.ic.df <- unique(merged.df[,colnames(merged.df) %in% c("user_id","customer_group.x","name","cta","period_txn","total_txn","ic_num")])
num.ic <- as.data.frame(
num.ic.df %>% group_by(ic_num) %>%
summarise(users = length(unique(user_id)),
users_retained = length(unique(user_id[period_txn == 2])),
prop_user_retained = round(users_retained/users,3),
txn_avg_2 = mean(total_txn[period_txn==2]),
txn_med_2 = median(total_txn[period_txn==2]),
txn_se = sd(total_txn[period_txn==2],na.rm=T)/sqrt(users_retained)
))
num.ic## ic_num users users_retained prop_user_retained txn_avg_2 txn_med_2
## 1 0 33819 23644 0.699 12.466419 7
## 2 1 3993 1079 0.270 3.054680 1
## 3 2 9606 5671 0.590 6.253527 3
## 4 3 8355 6528 0.781 10.506766 6
## 5 4 6110 5207 0.852 14.062188 10
## 6 5 4720 4445 0.942 22.871754 18
## 7 6 5 5 1.000 62.600000 43
## txn_se
## 1 0.1268535
## 2 0.2357782
## 3 0.1419945
## 4 0.1733116
## 5 0.2099328
## 6 0.4232459
## 7 20.4747812# BARPLOTS
ggplot(txns.test.control, aes(x=as.factor(customer_group.x), y=txn_avg_2)) + xlab("Groups") +
ylab("Avg Txns in month 2") + labs(fill="Group") +
theme(
legend.title = element_text(color = "black", size = 16),
legend.text = element_text(color = "black", size = 10,face="bold"),
axis.text=element_text(size=20,face="bold",angle=45)) +
geom_bar(aes(fill = as.factor(customer_group.x)), position = "dodge", stat="identity") +
geom_errorbar(aes(ymin=txn_avg_2 - txn_se, ymax=txn_avg_2 + txn_se), width=.1) +
#scale_y_continuous(labels=scales::percent_format()) +
scale_fill_manual(values=c("#48AC98", "#E5C3C7","#CB7C7A", "#CAD7CA","#CDA35F","#C8D7E5","#266678","#F5D5B9","#737373","#CCCCCC",
"#D3D3D3",
"#999999",
"#8DA290","#CAA7BD",
"#B4BAD4",
'#B88BAD',
"#DBC4DF",
"#D2C1CE",
"#FDF7C2"))
txns.ic[1,c(2,3)] <- "CONTROL"
txns.ic <- txns.ic[-7,]
ggplot(txns.ic, aes(x=as.factor(cta), y=txn_avg_2)) + xlab("Groups") +
ylab("Avg Txns in month 2") + labs(fill="Infocards") +
theme(
legend.title = element_text(color = "black", size = 12),
legend.text = element_text(color = "black", size = 10,face="bold"),
axis.text=element_text(size=11,face="bold",angle=45)) +
geom_bar(aes(fill = as.factor(cta)), position = "dodge", stat="identity") +
geom_errorbar(aes(ymin=txn_avg_2 - txn_se, ymax=txn_avg_2 + txn_se), width=.1) +
#scale_y_continuous(labels=scales::percent_format()) +
scale_fill_manual(values=c("#48AC98", "#E5C3C7","#CB7C7A", "#CAD7CA","#CDA35F","#C8D7E5","#266678","#F5D5B9","#737373","#CCCCCC",
"#D3D3D3",
"#999999",
"#8DA290","#CAA7BD",
"#B4BAD4",
'#B88BAD',
"#DBC4DF",
"#D2C1CE",
"#FDF7C2"))
num.ic <- num.ic[-7,]
ggplot(num.ic, aes(x=as.factor(ic_num), y=txn_avg_2)) + xlab("Number of Infocards Recieved") +
ylab("Avg Txns in month 2") + labs(fill="No. of Infocards\n per user") +
theme(
legend.title = element_text(color = "black", size = 12),
legend.text = element_text(color = "black", size = 10,face="bold"),
axis.text=element_text(size=11,face="bold",angle=45)) +
geom_bar(aes(fill = as.factor(ic_num)), position = "dodge", stat="identity") +
geom_errorbar(aes(ymin=txn_avg_2 - txn_se, ymax=txn_avg_2 + txn_se), width=.1) +
#scale_y_continuous(labels=scales::percent_format()) +
scale_fill_manual(values=c("#48AC98", "#E5C3C7","#CB7C7A", "#CAD7CA","#CDA35F","#C8D7E5","#266678","#F5D5B9","#737373","#CCCCCC",
"#D3D3D3",
"#999999",
"#8DA290","#CAA7BD",
"#B4BAD4",
'#B88BAD',
"#DBC4DF",
"#D2C1CE",
"#FDF7C2"))
Results: Does educating users with infocards lead to increased financial engagement?
Analysis Date: April 20, 2020
We analysed data from users that have been with us for at least 70 days since their first topup transaction and quantified txn data in the second month ( defined as a 35-day period, N=46034). In the second month, the avg/median txns completed in month 2 did not differ between the test (avg = 13.7, med = 8) and control (avg = 13.9, med = 8) groups, indicating that there is no overall effect of infocards on the financial activity of users in the second month. Furthermore, there are also no differences in the proportion of users that were MAU in the second month (Control = 71.7%, Test = 70.7%). These results suggests that education may not have an impact on user retention or increase financial activity in the second month but this could change longer down the road as it might be too early to see the differences.
Next we assess whether there is variation on the impact of different infocards on financial engagement. Interestingly, we do see differences when comparing the avg/median txn across the 5 infocards. The results show that infocards related to premium upgrade, setting daily limits and moneybeam show the highest increase in avg/median txns within these groups, while spaces and lock card infocards show very little difference compared to the control group. One thing to consider is that there is a strong association between infocards and the corresponding txn behavior that triggers the infocard, so this means that the infocards might not be completely responsible for the increase in financial activity but rather it is the behavior that is associated with increased financial activity. for instance, premium_upgrade seems to correspond to the most txns on avg but this could be interpretted as users that complete their 2nd atm withdrawal is more likely to be active. We will have to compare these results to the control group based on the transaction behaviors (i.e. first topup, first/second atm withdrawal, first card transaction, first money transfer). Then we can see if there is an effect on info cards when comparing groups that did the same transactions and see if there is a difference between test and control.
Its not surprising that users that recieve more infocards are more financially active in month 2 as the results show that users who recieved 5 info cards because they made 5 trigger txns are much more financially active than those that received only 1 or 2 infocards. This suggests that users that are more financially active are more likely to be active in month 2, which is not surprising.
# Include actions for control group
# replace control group from df.ic to get txn behavior data
control.ic <- df.ic[df.ic[,5]=='CONTROL',]
control.trig <- df.trig[df.trig[,2]=='CONTROL', c(1,6,7)]
merged.control <- transform(merge(control.ic,control.trig,by.x='user_id',by.y='user_id'))
merged.control$name.x <- merged.control$name.y
merged.control$ic_num.x <- merged.control$ic_num.y
merged.control$name.y <- NULL
merged.control$ic_num.y <- NULL
names(merged.control)[6] <- 'name'
names(merged.control)[13] <- 'ic_num'
test.ic <- df.ic[df.ic[,5]=='TEST',]
new.df <- rbind(merged.control,test.ic)upgrade <- filter(df.ic, df.ic[,6] == 'premium_upgrade' | df.ic[,5] %in% ('CONTROL'))
spaces <- filter(df.ic, df.ic[,7] == 'spaces' | df.ic[,5] %in% ('CONTROL'))
lock_card <- filter(df.ic, df.ic[,7] == 'lock_card' | df.ic[,5] %in% ('CONTROL'))
daily_limits <- filter(df.ic, df.ic[,7] == 'daily_limits' | df.ic[,5] %in% ('CONTROL'))
moneybeam <- filter(df.ic, df.ic[,7] == 'moneybeam' | df.ic[,5] %in% ('CONTROL'))
# Calculate Conversion rate between test and control groups for all 5 infocards
up <- upgrade %>% group_by(customer_group) %>%
summarise(tot_users = length(user_id),
converted = length(user_id[upgrade == 1]),
prop = converted/tot_users)
sp <- spaces %>% group_by(customer_group) %>%
summarise(tot_users = length(user_id),
converted = length(user_id[spaces == 1]),
prop = converted/tot_users)
lc <- lock_card %>% group_by(customer_group) %>%
summarise(tot_users = length(user_id),
converted = length(user_id[lock_card == 1]),
prop = converted/tot_users)
dl <- daily_limits %>% group_by(customer_group) %>%
summarise(tot_users = length(user_id),
converted = length(user_id[daily_limit == 1]),
prop = converted/tot_users)
mb <- moneybeam %>% group_by(customer_group) %>%
summarise(tot_users = length(user_id),
converted = length(user_id[moneybeam == 1]),
prop = converted/tot_users)
# Here I use a simple 2-sample test for equality of proportions
data.list <- list(upgrade=up,spaces=sp,lock_card=lc,daily_limit=dl,moneybeam=mb)
datalist = list()
for( i in names(data.list)) {
infocard = i
table = data.list[[i]]
results = prop.test(table$converted,table$tot_users,correct=F,conf.level = .95)
dat <- data.frame(cta = infocard,control_prop_convert = results$estimate[1], test_prop_convert = results$estimate[2],
x_squared = results$statistic,
Confidence_Interval = paste(round(results$conf.int[1],3),round(results$conf.int[2],3),sep = ' , '),
pvalue = results$p.value)
datalist[[i]] <- dat
}
#datalist
test_results = do.call(rbind, datalist)
test_results## cta control_prop_convert test_prop_convert x_squared
## upgrade upgrade 0.01398342 NA 55947.31307
## spaces spaces 0.27443298 0.30262260 112.64226
## lock_card lock_card 0.36063027 0.40449246 197.87066
## daily_limit daily_limit 0.28449834 0.31923560 105.54017
## moneybeam moneybeam 0.03911303 0.04696402 26.96167
## Confidence_Interval pvalue
## upgrade 0.013 , 0.015 0.000000e+00
## spaces -0.033 , -0.023 2.584395e-26
## lock_card -0.05 , -0.038 6.088549e-45
## daily_limit -0.041 , -0.028 9.299361e-25
## moneybeam -0.011 , -0.005 2.075308e-07# merge infocard and txn tables for users that have been with us for >= 70 days and analyze txn data within the first 2 35-day period
# create df for actions taken (moneybeam,spaces,lockcard,upgrade,dailylimits) and merged total trxn counts for period_txn = 2
cta <- unique(new.df[,c(1,2,5,15,16:19)])
cta$cta_num <- rowSums(cta[,c(4:8)])
cta$cta_usldm <- do.call(paste, c(cta[,c(4:8)], sep="")) # combine the cta columns to make an aggregate column of actions
cta$period_ <- rep(2,times=length(cta[,1]))
# Txns df filter for users that have been with us for at least 2 months/70 days
txn.users <- filter(df.txn, (df.txn$length_time == '2months') & (df.txn$period_txn < 3))
txns.cta <- transform(merge(cta,txn.users,by.x="user_id",by.y="user_id"))
cta2 <- unique(txns.cta[,c(1:11)])
txn2 <- txns.cta[,c(1,12:16)]
cta.txn <- transform(merge(cta2,txn2[txn2$period_txn == 2,],by.x="user_id",by.y="user_id",all.x=T))
cta.txn$total_txn[is.na(cta.txn$total_txn)] <- 0
head(cta.txn)## user_id market customer_group.x upgrade
## 1 00005149-93ce-4ea5-82f9-3a6ece894b2f ESP TEST 0
## 2 000553ba-bbde-4574-8ae2-b1bdf5308212 ITA CONTROL 0
## 3 0005e47f-aa84-4d7e-b971-1c548724ea57 FRA CONTROL 0
## 4 0007170c-ec87-4d0f-9755-e5e95beece90 FRA CONTROL 0
## 5 0007b803-b22b-4c85-870b-5c501563bfd5 FRA TEST 0
## 6 00080257-51a7-40f2-a657-3366d99eab91 AUT CONTROL 0
## spaces lock_card daily_limit moneybeam cta_num cta_usldm period_
## 1 0 0 0 0 0 00000 2
## 2 0 0 1 0 1 00010 2
## 3 1 1 1 0 3 01110 2
## 4 0 0 0 0 0 00000 2
## 5 1 0 1 0 2 01010 2
## 6 0 1 1 0 2 00110 2
## customer_group.y length_time period period_txn total_txn
## 1 TEST 2months 3 2 8
## 2 CONTROL 2months 3 2 5
## 3 CONTROL 2months 3 2 5
## 4 CONTROL 2months 3 2 11
## 5 <NA> <NA> NA NA 0
## 6 CONTROL 2months 3 2 4# note use customer_group.x not .y (it has na's)
# What is the Penetration of feature usage? How many users complete the following actions?
cta_penetration <- data.frame(
cta.txn %>% #group_by(customer_group.x) %>%
summarise(users = length(unique(user_id)),
upgrade = length(user_id[upgrade==1])/users,
spaces = length(user_id[spaces==1])/users,
lockcard = length(user_id[lock_card==1])/users,
daily_limit = length(user_id[daily_limit==1])/users,
moneybeam = length(user_id[moneybeam==1])/users,
do_nothing = length(user_id[cta_num==0])/users
))
# What is the median number of txns within do users complete in month 2 split between users that completed 1 of the 5 actions
# ARE USERS THAT COMPLETE A SPECIFIC ACTION MORE LIKELY TO BE FINANCIALLY ACTIVE THAN THOSE THAT DID NOT?
# Are there differences in the effect of actions on financial engagement?
cta_txn1 <- data.frame(
cta.txn %>% group_by(customer_group.x) %>%
summarise(users = length(unique(user_id)),
upgrade = median(total_txn[upgrade==1]),
spaces = median(total_txn[spaces==1]),
lockcard = median(total_txn[lock_card==1]),
daily_limit = median(total_txn[daily_limit==1]),
moneybeam = median(total_txn[moneybeam==1]),
do_nothing = median(total_txn[cta_num == 0])
))
cta_txn2 <- data.frame(
cta.txn %>% group_by(customer_group.x) %>%
summarise(users = length(unique(user_id)),
upgrade = mean(total_txn[upgrade==1]),
spaces = mean(total_txn[spaces==1]),
lockcard = mean(total_txn[lock_card==1]),
daily_limit = mean(total_txn[daily_limit==1]),
moneybeam = mean(total_txn[moneybeam==1]),
do_nothing = mean(total_txn[cta_num == 0])
))
n=dim(cta.txn)[1]
cta_num <- cta.txn %>% group_by(cta_num) %>%
summarise(avg_txns=mean(total_txn),
med_txns=median(total_txn),
users=length(user_id)/n)
cta.txn$txn_cat <- case_when(
cta.txn$total_txn >= 10 ~ 2,
(cta.txn$total_txn > 0) & (cta.txn$total_txn < 10) ~ 1,
cta.txn$total_txn < 1 ~ 0
)
cta.txn$mau <- case_when(
cta.txn$total_txn > 0 ~ 1,
cta.txn$total_txn == 0 ~0
)
cta.txn$do_something <- case_when(
cta.txn$cta_num < 1 ~ 0,
cta.txn$cta_num > 0 ~ 1
)
cta_txn1## customer_group.x users upgrade spaces lockcard daily_limit moneybeam
## 1 CONTROL 33300 8 6 4 4 8
## 2 TEST 33308 8 5 4 4 8
## do_nothing
## 1 2
## 2 2cta_num## # A tibble: 6 x 4
## cta_num avg_txns med_txns users
## <dbl> <dbl> <dbl> <dbl>
## 1 0 6.74 2 0.379
## 2 1 9.23 3 0.319
## 3 2 9.38 4 0.200
## 4 3 11.7 6 0.0855
## 5 4 17.8 13 0.0151
## 6 5 28.8 22.5 0.000691# BARPLOT
library(reshape2)##
## Attaching package: 'reshape2'## The following objects are masked from 'package:data.table':
##
## dcast, meltgg.cta <- melt(cta_penetration, id.var=names(cta_penetration[,1]))
gg.txn <- melt(cta_txn1, id.var=names(cta_txn1[,1]))
ggplot(gg.cta[gg.cta[,1] != 'users',], aes(x=as.factor(variable), y=value ))+ xlab("Action") +
ylab("Percent Users") + labs(fill="Action") +
theme(
legend.title = element_text(color = "black", size = 12),
legend.text = element_text(color = "black", size = 10,face="bold"),
axis.text=element_text(size=16,face="bold", angle=45
)) +
geom_text(aes(label=round(value*100,2)), position=position_dodge(width=0.9), vjust=-0.25) +
geom_bar(aes(fill = reorder(variable,value)), position = "dodge", stat="identity") +
#geom_errorbar(aes(ymin=txn_avg_2 - txn_se, ymax=txn_avg_2 + txn_se), width=.1) +
scale_y_continuous(labels=scales::percent_format()) + scale_x_discrete() +
#facet_grid(customer_group.x ~ ., scales = "free_y") +
scale_fill_manual(values=c("#48AC98", "#E5C3C7","#CB7C7A", "#CAD7CA","#CDA35F","#C8D7E5","#266678","#F5D5B9","#737373","#CCCCCC",
"#D3D3D3",
"#999999",
"#8DA290","#CAA7BD",
"#B4BAD4",
'#B88BAD',
"#DBC4DF",
"#D2C1CE",
"#FDF7C2"))
ggplot(gg.txn[gg.txn[,1] != "users",], aes(x=as.factor(variable), y=value)) + xlab("Action") +
ylab("Median No. Txn in Month 2") + labs(fill="") +
theme(
legend.title = element_text(color = "black", size = 12),
legend.text = element_text(color = "black", size = 10,face="bold"),
axis.text=element_text(size=16,face="bold", angle=45
)) +
#geom_text(aes(label=round(value*100,2)), position=position_dodge(width=0.9), vjust=-0.25)+
geom_bar(aes(fill = reorder(variable,value)), position = "dodge", stat="identity") +
#geom_errorbar(aes(ymin=txn_avg_2 - txn_se, ymax=txn_avg_2 + txn_se), width=.1) +
#scale_y_continuous(labels=scales::percent_format()) +
#facet_grid(customer_group.x ~ ., scales = "free_y") +
scale_fill_manual(values=c("#48AC98", "#E5C3C7","#CB7C7A", "#CAD7CA","#CDA35F","#C8D7E5","#266678","#F5D5B9","#737373","#CCCCCC",
"#D3D3D3",
"#999999",
"#8DA290","#CAA7BD",
"#B4BAD4",
'#B88BAD',
"#DBC4DF",
"#D2C1CE",
"#FDF7C2"))## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
ggplot(cta_num, aes(x=as.factor(cta_num), y=med_txns)) + xlab("Total number of Actions per User") +
ylab("Median No. Txn in Month 2") + labs(fill="") +
theme(
legend.title = element_text(color = "black", size = 12),
legend.text = element_text(color = "black", size = 10,face="bold"),
axis.text=element_text(size=16,face="bold", angle=45
)) +
geom_text(aes(label=round(med_txns)), position=position_dodge(width=0.9), vjust=-0.25) +
geom_bar(aes(fill = reorder(cta_num,med_txns)), position = "dodge", stat="identity") +
#geom_errorbar(aes(ymin=txn_avg_2 - txn_se, ymax=txn_avg_2 + txn_se), width=.1) +
#scale_y_continuous(labels=scales::percent_format()) +
#facet_grid(customer_group.x ~ ., scales = "free_y") +
scale_fill_manual(values=c("#48AC98", "#E5C3C7","#CB7C7A", "#CAD7CA","#CDA35F","#C8D7E5","#266678","#F5D5B9","#737373","#CCCCCC",
"#D3D3D3",
"#999999",
"#8DA290","#CAA7BD",
"#B4BAD4",
'#B88BAD',
"#DBC4DF",
"#D2C1CE",
"#FDF7C2"))
ggplot(cta_num, aes(x=as.factor(cta_num), y=users)) + xlab("Total number of Actions per User") +
ylab("Percent of Users") + labs(fill="No. of Actions") +
theme(
legend.title = element_text(color = "black", size = 12),
legend.text = element_text(color = "black", size = 10,face="bold"),
axis.text=element_text(size=16,face="bold", angle=45
)) +
geom_text(aes(label=round(users*100)), position=position_dodge(width=0.9), vjust=-0.25) +
geom_bar(aes(fill = reorder(cta_num,med_txns)), position = "dodge", stat="identity") +
#geom_errorbar(aes(ymin=txn_avg_2 - txn_se, ymax=txn_avg_2 + txn_se), width=.1) +
scale_y_continuous(labels=scales::percent_format()) +
#facet_grid(customer_group.x ~ ., scales = "free_y") +
scale_fill_manual(values=c("#48AC98", "#E5C3C7","#CB7C7A", "#CAD7CA","#CDA35F","#C8D7E5","#266678","#F5D5B9","#737373","#CCCCCC",
"#D3D3D3",
"#999999",
"#8DA290","#CAA7BD",
"#B4BAD4",
'#B88BAD',
"#DBC4DF",
"#D2C1CE",
"#FDF7C2"))
Results: Does customer behavior influence future financial activity?
Note that that for the 5 CTAs, 90% of users complete the CTA within 35 days of first topup.
ARE USERS THAT COMPLETE A SPECIFIC CTA MORE LIKELY TO BE FINANCIALLY ACTIVE THAN THOSE THAT DID NOT?
# Are users more active when they do a particular action? Since the info cards encourage people to do
require(foreign)## Loading required package: foreignrequire(ggplot2)
require(MASS)## Loading required package: MASS##
## Attaching package: 'MASS'## The following object is masked from 'package:dplyr':
##
## selectrequire(Hmisc)## Loading required package: Hmisc## Loading required package: lattice## Loading required package: survival## Loading required package: Formula##
## Attaching package: 'Hmisc'## The following objects are masked from 'package:dplyr':
##
## src, summarize## The following objects are masked from 'package:base':
##
## format.pval, unitsrequire(reshape2)
m <- polr(as.factor(txn_cat) ~ as.factor(upgrade) + as.factor(spaces) + as.factor(lock_card) + as.factor(daily_limit) + as.factor(moneybeam) + customer_group.x + as.factor(market) + as.factor(do_something), Hess=TRUE,data=cta.txn)
null.model <- polr(as.factor(txn_cat) ~ 1, Hess=TRUE,data=cta.txn)
1-logLik(m)/logLik(null.model)## 'log Lik.' 0.04066442 (df=16)summary(m)## Call:
## polr(formula = as.factor(txn_cat) ~ as.factor(upgrade) + as.factor(spaces) +
## as.factor(lock_card) + as.factor(daily_limit) + as.factor(moneybeam) +
## customer_group.x + as.factor(market) + as.factor(do_something),
## data = cta.txn, Hess = TRUE)
##
## Coefficients:
## Value Std. Error t value
## as.factor(upgrade)1 0.56751 0.06485 8.7517
## as.factor(spaces)1 0.53224 0.02044 26.0451
## as.factor(lock_card)1 0.14551 0.02041 7.1313
## as.factor(daily_limit)1 0.01760 0.01990 0.8842
## as.factor(moneybeam)1 0.60781 0.03884 15.6496
## customer_group.xTEST -0.04400 0.01453 -3.0271
## as.factor(market)DEU 0.47889 0.04347 11.0170
## as.factor(market)ESP -0.50125 0.04679 -10.7118
## as.factor(market)FRA -0.31948 0.04274 -7.4745
## as.factor(market)GBR -1.19259 0.05434 -21.9456
## as.factor(market)GrE -0.44769 0.04530 -9.8823
## as.factor(market)ITA -0.30638 0.04556 -6.7255
## as.factor(market)NON-EUR -0.82413 0.07451 -11.0608
## as.factor(do_something)1 0.09223 0.02615 3.5267
##
## Intercepts:
## Value Std. Error t value
## 0|1 -0.8179 0.0427 -19.1640
## 1|2 1.0655 0.0428 24.9125
##
## Residual Deviance: 138621.19
## AIC: 138653.19# store table
(ctable <- coef(summary(m)))## Value Std. Error t value
## as.factor(upgrade)1 0.56751451 0.06484654 8.7516545
## as.factor(spaces)1 0.53223555 0.02043512 26.0451341
## as.factor(lock_card)1 0.14551378 0.02040505 7.1312626
## as.factor(daily_limit)1 0.01759803 0.01990303 0.8841886
## as.factor(moneybeam)1 0.60780722 0.03883863 15.6495535
## customer_group.xTEST -0.04399620 0.01453391 -3.0271409
## as.factor(market)DEU 0.47889338 0.04346877 11.0169518
## as.factor(market)ESP -0.50125443 0.04679473 -10.7117712
## as.factor(market)FRA -0.31948302 0.04274318 -7.4744799
## as.factor(market)GBR -1.19258526 0.05434289 -21.9455634
## as.factor(market)GrE -0.44768928 0.04530236 -9.8822513
## as.factor(market)ITA -0.30638351 0.04555536 -6.7255207
## as.factor(market)NON-EUR -0.82413272 0.07450926 -11.0608096
## as.factor(do_something)1 0.09222502 0.02615061 3.5266875
## 0|1 -0.81791138 0.04267967 -19.1639559
## 1|2 1.06545582 0.04276793 24.9124926# calculate and store p values
p <- pnorm(abs(ctable[, "t value"]), lower.tail = FALSE) * 2
pval <- as.data.frame(p)
# get confidence interval
(ci <- confint(m)) # default method gives profiled CIs## Waiting for profiling to be done...## 2.5 % 97.5 %
## as.factor(upgrade)1 0.44075324 0.69490569
## as.factor(spaces)1 0.49220145 0.57229296
## as.factor(lock_card)1 0.10553368 0.18550448
## as.factor(daily_limit)1 -0.02139975 0.05659642
## as.factor(moneybeam)1 0.53183434 0.68399123
## customer_group.xTEST -0.07246673 -0.01564861
## as.factor(market)DEU 0.39374463 0.56407136
## as.factor(market)ESP -0.59294487 -0.40963090
## as.factor(market)FRA -0.40329756 -0.23573690
## as.factor(market)GBR -1.29919699 -1.08617641
## as.factor(market)GrE -0.53649971 -0.35898194
## as.factor(market)ITA -0.39570578 -0.21712492
## as.factor(market)NON-EUR -0.97047045 -0.68008754
## as.factor(do_something)1 0.04097127 0.14347207# get odd ratio (OR) and CI
or <- as.data.frame(exp(coef(m)))
exp(cbind(OR = coef(m), ci))## OR 2.5 % 97.5 %
## as.factor(upgrade)1 1.7638775 1.5538772 2.0035201
## as.factor(spaces)1 1.7027346 1.6359136 1.7723263
## as.factor(lock_card)1 1.1566337 1.1113035 1.2038256
## as.factor(daily_limit)1 1.0177538 0.9788276 1.0582286
## as.factor(moneybeam)1 1.8364002 1.7020516 1.9817717
## customer_group.xTEST 0.9569576 0.9300967 0.9844732
## as.factor(market)DEU 1.6142870 1.4825219 1.7578146
## as.factor(market)ESP 0.6057703 0.5526973 0.6638952
## as.factor(market)FRA 0.7265245 0.6681133 0.7899885
## as.factor(market)GBR 0.3034358 0.2727507 0.3375045
## as.factor(market)GrE 0.6391032 0.5847916 0.6983870
## as.factor(market)ITA 0.7361043 0.6732047 0.8048294
## as.factor(market)NON-EUR 0.4386152 0.3789047 0.5065726
## as.factor(do_something)1 1.0966115 1.0418222 1.1542746Users that upgraded where 1.76 times more likely to be financially active than those that did not. Surprisingly, users that completed a moneybeam in the first 35 days of first topup are 1.83 times more likely to be financially engaged.
There is a significant market effect in terms of financial engagement. All market comparisons are done relative to the Austrian market. Users from the German market are 1.6 times more likely to be financially active in the second month than those from other markets (FRA, ESP, GrE, ITA, NON-EUR).
library(tidyr)##
## Attaching package: 'tidyr'## The following object is masked from 'package:reshape2':
##
## smithscta.txn.piv <- gather(cta.txn, key = "actions", value = "actions_cat",
upgrade,spaces,lock_card,daily_limit,moneybeam,do_something)
# What proportion of users that complete an action are MAU in the 2nd month?
# what is the average amount of number of txns in the second month relative to users that did a particular action and those that did not
avg.txn <- as.data.frame(
cta.txn.piv %>% group_by(actions,actions_cat) %>%
summarise(avg_txn = mean(total_txn),
se_txn = sd(total_txn)/sqrt(length(total_txn)),
med_txn = median(total_txn),
users = length(unique(user_id))))
avg.txn$actions_cat <- case_when(
avg.txn$actions_cat > 0 ~ 'Yes',
avg.txn$actions_cat < 1 ~ 'No'
)
avg.txn$actions <- factor(avg.txn$actions,levels=c("do_something","daily_limit","lock_card","spaces","moneybeam","upgrade"))
ggplot(avg.txn, aes(x=as.factor(actions), y=avg_txn)) + xlab("Group") +
ylab("Avg No.Transactions in Second Month") + labs(fill="Action Taken") +
theme(
legend.title = element_text(color = "black", size = 16),
legend.text = element_text(color = "black", size = 16,face="bold"),
axis.text=element_text(size=16,face="bold", angle=45
),
axis.title=element_text(size=16)) + #geom_hline(yintercept=0.17, linetype="dashed", color = "red") +
geom_bar(aes(fill = as.factor(actions_cat)), position = "dodge", stat="identity") +
#geom_errorbar(aes(ymin=txn_avg_2 - txn_se, ymax=txn_avg_2 + txn_se), width=.1) +
#scale_y_continuous(labels=scales::percent_format()) +
scale_fill_manual(values=c("#48AC98", "#E5C3C7","#CB7C7A", "#CAD7CA","#CDA35F","#C8D7E5","#266678","#F5D5B9","#737373","#CCCCCC",
"#D3D3D3",
"#999999",
"#8DA290","#CAA7BD",
"#B4BAD4",
'#B88BAD',
"#DBC4DF",
"#D2C1CE",
"#FDF7C2"))
ggplot(avg.txn, aes(x=as.factor(actions), y=med_txn)) + xlab("Group") +
ylab("Median No.Transactions in Month 2") + labs(fill="Action Taken") +
theme(
legend.title = element_text(color = "black", size = 16),
legend.text = element_text(color = "black", size = 16,face="bold"),
axis.text=element_text(size=16,face="bold", angle=45,
),
axis.title=element_text(size=16)) + #geom_hline(yintercept=0.17, linetype="dashed", color = "red") +
geom_bar(aes(fill = as.factor(actions_cat)), position = "dodge", stat="identity") +
#geom_errorbar(aes(ymin=txn_avg_2 - txn_se, ymax=txn_avg_2 + txn_se), width=.1) +
#scale_y_continuous(labels=scales::percent_format()) +
scale_fill_manual(values=c("#48AC98", "#E5C3C7","#CB7C7A", "#CAD7CA","#CDA35F","#C8D7E5","#266678","#F5D5B9","#737373","#CCCCCC",
"#D3D3D3",
"#999999",
"#8DA290","#CAA7BD",
"#B4BAD4",
'#B88BAD',
"#DBC4DF",
"#D2C1CE",
"#FDF7C2"))
# Does the number of actions have an impact on user txns in the 2nd month?
num.actions <- cta.txn %>% group_by(cta_num) %>%
summarise(avg_txn = mean(total_txn),
med_txn = median(total_txn),
users = length(unique(user_id)))
num.actions$percent_users <- num.actions$users/sum(num.actions$users)
ggplot(num.actions, aes(x=as.factor(cta_num), y=med_txn)) + xlab("Number of Actions completed by a user within first 35 days") +
ylab("Median No.Transactions in 2nd Month") + labs(fill="Action Taken") +
theme(
legend.title = element_text(color = "black", size = 16),
legend.text = element_text(color = "black", size = 16,face="bold"),
axis.text=element_text(size=16,face="bold", angle=45,
),
axis.title=element_text(size=16)) + #geom_hline(yintercept=0.17, linetype="dashed", color = "red") +
geom_bar(aes(fill = as.factor(cta_num)), position = "dodge", stat="identity") +
#geom_errorbar(aes(ymin=txn_avg_2 - txn_se, ymax=txn_avg_2 + txn_se), width=.1) +
#scale_y_continuous(labels=scales::percent_format()) +
scale_fill_manual(values=c("#48AC98", "#E5C3C7","#CB7C7A", "#CAD7CA","#CDA35F","#C8D7E5","#266678","#F5D5B9","#737373","#CCCCCC",
"#D3D3D3",
"#999999",
"#8DA290","#CAA7BD",
"#B4BAD4",
'#B88BAD',
"#DBC4DF",
"#D2C1CE",
"#FDF7C2"))
ggplot(num.actions, aes(x=as.factor(cta_num), y=percent_users)) + xlab("Number of Actions completed by a user within first 35 days") +
ylab("% Users") + labs(fill="Action Taken") +
theme(
legend.title = element_text(color = "black", size = 16),
legend.text = element_text(color = "black", size = 16,face="bold"),
axis.text=element_text(size=16,face="bold", angle=45,
),
axis.title=element_text(size=16)) + #geom_hline(yintercept=0.17, linetype="dashed", color = "red") +
geom_bar(aes(fill = as.factor(cta_num)), position = "dodge", stat="identity") +
#geom_errorbar(aes(ymin=txn_avg_2 - txn_se, ymax=txn_avg_2 + txn_se), width=.1) +
scale_y_continuous(labels=scales::percent_format()) +
scale_fill_manual(values=c("#48AC98", "#E5C3C7","#CB7C7A", "#CAD7CA","#CDA35F","#C8D7E5","#266678","#F5D5B9","#737373","#CCCCCC",
"#D3D3D3",
"#999999",
"#8DA290","#CAA7BD",
"#B4BAD4",
'#B88BAD',
"#DBC4DF",
"#D2C1CE",
"#FDF7C2"))
tc <- cta.txn %>% group_by(customer_group.x) %>%
summarise(med_txn=median(total_txn),
avg_txn=mean(total_txn))
ggplot(tc, aes(x=as.factor(customer_group.x), y=med_txn)) + xlab("Group") +
ylab("Median No.Transactions in 2nd Month") + labs(fill="") +
theme(
legend.title = element_text(color = "black", size = 16),
legend.text = element_text(color = "black", size = 16,face="bold"),
axis.text=element_text(size=16,face="bold", angle=45,
),
axis.title=element_text(size=16)) + #geom_hline(yintercept=0.17, linetype="dashed", color = "red") +
geom_bar(aes(fill = as.factor(customer_group.x)), position = "dodge", stat="identity") +
#geom_errorbar(aes(ymin=txn_avg_2 - txn_se, ymax=txn_avg_2 + txn_se), width=.1) +
#scale_y_continuous(labels=scales::percent_format()) +
scale_fill_manual(values=c("#48AC98", "#E5C3C7","#CB7C7A", "#CAD7CA","#CDA35F","#C8D7E5","#266678","#F5D5B9","#737373","#CCCCCC",
"#D3D3D3",
"#999999",
"#8DA290","#CAA7BD",
"#B4BAD4",
'#B88BAD',
"#DBC4DF",
"#D2C1CE",
"#FDF7C2"))
# user retention
retention <- as.data.frame(cta.txn.piv %>% group_by(actions, actions_cat,mau) %>%
summarise(users = length(unique(user_id))
))
ret.piv <- as.data.frame(retention %>% spread(mau,users))
ret.piv$percent_retained <- ret.piv[,4]/(ret.piv[,3]+ret.piv[,4])
ret.piv$actions_cat <- case_when(
ret.piv$actions_cat > 0 ~ 'Yes',
ret.piv$actions_cat < 1 ~ 'No'
)
ret.piv$actions <- factor(ret.piv$actions,levels=c("do_something","daily_limit","lock_card","spaces","moneybeam","upgrade"))
ggplot(ret.piv, aes(x=as.factor(actions), y=percent_retained)) + xlab("Actions") +
ylab("Percent User MAU in Month 2") + labs(fill="") +
theme(
legend.title = element_text(color = "black", size = 16),
legend.text = element_text(color = "black", size = 16,face="bold"),
axis.text=element_text(size=16,face="bold", angle=45,
),
axis.title=element_text(size=16)) + #geom_hline(yintercept=0.17, linetype="dashed", color = "red") +
geom_bar(aes(fill = as.factor(actions_cat)), position = "dodge", stat="identity") +
#geom_errorbar(aes(ymin=txn_avg_2 - txn_se, ymax=txn_avg_2 + txn_se), width=.1) +
scale_y_continuous(labels=scales::percent_format()) +
scale_fill_manual(values=c("#48AC98", "#E5C3C7","#CB7C7A", "#CAD7CA","#CDA35F","#C8D7E5","#266678","#F5D5B9","#737373","#CCCCCC",
"#D3D3D3",
"#999999",
"#8DA290","#CAA7BD",
"#B4BAD4",
'#B88BAD',
"#DBC4DF",
"#D2C1CE",
"#FDF7C2"))
# how many users fall within the high, moderate, zero txns category split by cta?
txn_cat <- as.data.frame(cta.txn.piv %>% group_by(actions,actions_cat,txn_cat) %>%
summarise(users = length(unique(user_id)))
)
txn_cat.piv <- as.data.frame(txn_cat %>% spread(actions_cat,users))
txn_cat.piv$percent <- txn_cat.piv[,4]/(txn_cat.piv[,3]+txn_cat.piv[,4])Summary and Discussion of Results
The results indicate that infocards are effective in educating our users about product features resulting in a significant conversion rate increase in the test compared to the control group. Furthermore, our analysis suggest that some of the 5 call to actions are significantly associated with future financial behavior but vary in the magnitude of its effects.
In general, doing at least one of the 5 actions associated with the infocards leads to higher transactional activity as observed from the avg txns between users that did nothing vs those that did at least one action. However, the actions vary in the magnitude of their impact/influence on users’ transactional activity in month 2. Here we see that upgrading has the most influence on the number of trxns a user completes in the second month, followed by completing a moneybeam trxn, and opening up a space account. Locking card and setting daily limits show the least influence on users’ future financial activity. these results suggest that the types of financial behaviors in the first 35 days after the first top up varies significantly in terms of its impact on future financial activity.
Based on these results, we could infer that encouraging users to do specific actions that are linked to high future financial activity could potentially lead to increased user engagement in the long term. Because there is considerable variability in terms of the effects that the CTAs have on financial engagement, we should consider the types of CTA’s we should focus on when designing infocard studies that educate users about our product.
In general ,designing infocards that educate users on our product is effective but focusing on specific actions that are found to be more impactful in future financial activity would be the most effective way to increase future financial engagment.